Blog
Product updates, engineering deep dives, benchmarks, and practical retrieval stories.

RaBitQ in Zvec: Quantization Principles, Index Design, and Benchmarks
Explore native HNSW-RaBitQ and IVF-RaBitQ in Zvec through benchmarks, usage examples, randomized vector quantization, error bounds, and index design.
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15 articles
From rg to zg: Local Search Beyond Keywords
zg is now open source: local-first search for humans and agents, combining semantic retrieval, BM25, and ripgrep.
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Announcing Zvec v0.7.0
π Release
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One Query, Diverse Results: How Zvec Group-By Search Works
Zvec v0.6.0 adds Group-By Search, letting a single vector query return diverse, grouped results while keeping latency predictable through on-demand HNSW graph expansion.
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DiskANN: Scaling Vector Databases to Hundreds of Millions of Vectors
Zvec introduces DiskANN in v0.6.0, reducing the memory cost of vectors by an order of magnitude by storing the raw vectors and graph structure on SSD and keeping only a PQ-compressed map in memory.
Read articleData Preprocessing: Zvec's Speed Gains After the Index Plateau
Zvec v0.6.0 introduces random rotation, reducing quantization error for INT8/INT4 methods through data preprocessing.
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Announcing Zvec v0.6.0
π Release
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When Vectors Meet Keywords: The Design and Implementation of Zvec Native Full-Text Search
Zvec introduced native full-text search in v0.5.0, bringing keyword recall, BM25 scoring, phrase matching, and Boolean queries into the vector database while supporting hybrid recall with vector search.
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Zvec on Mobile: On-Device Intelligent Photo Search
Zvec 0.4.0 brings mobile support and a Dart/Flutter SDK. This post uses PocketSearch to show how Zvec powers on-device local retrieval on Android and iOS.
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Announcing Zvec v0.5.0
π Release
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Zvec Officially Supports Windows: Local Vector Search Across All PCs
Starting with 0.3.0, Zvec covers Windows, macOS, and Linux β bringing local semantic search to the entire desktop ecosystem.
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From C API to Rust Crate: A Guide to AI-Assisted Binding Development for the Zvec Vector Database
Rapidly building Rust bindings for Zvec with the help of AI-assisted programming tools.
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Announcing Zvec v0.4.0
π Release
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Demystifying Embedded Vector Databases: A Tour of Zvec's Architecture
An in-depth analysis of Zvec's overall architecture and key design decisions.
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Announcing Zvec v0.3.0
π Release
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Zvec: The SQLite of Vector Databases
π Zvec is officially open-sourced!
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